Survival Prediction on TCGA-LUAD (5-fold CV)
0.6777C-IndexKEMM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| KEMMWSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.6777 | — | |
| PIBDWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6632 | — | |
| SNNWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6613 | — | |
| MOTCatWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6608 | — | |
| MCATWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6592 | — | |
| Transformer (Cat)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.6569 | — | |
| MambaMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.653 | 0.059 | |
| MambaMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.652 | 0.027 | |
| SurvPathWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6471 | — | |
| CMTAWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6456 | — | |
| MLPWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6438 | — | |
| PorpoiseWSI=true, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6423 | — | |
| TransMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.641 | 0.049 | |
| TransMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6351 | — | |
| S4MILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.635 | 0.056 | |
| BioBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.6326 | — | |
| BioClinicalBERTWSI=false, Genomic=false, Report=true, Prognostic background knowledge=false2025.12 | 0.6308 | — | |
| ABMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.626 | 0.054 | |
| GenePTransWSI=false, Genomic=true, Report=false, Prognostic background knowledge=false2025.12 | 0.6247 | — | |
| DSMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.624 | 0.057 | |
| DTFDMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.624 | 0.032 | |
| DTFDMILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.623 | 0.048 | |
| S4MILFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.622 | 0.026 | |
| TransMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.622 | 0.036 | |
| 2DMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6198 | — | |
| Mean-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.617 | 0.048 | |
| ABMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6157 | — | |
| TransMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6139 | — | |
| Transformer (BP)WSI=true, Genomic=true, Report=true, Prognostic background knowledge=true2025.12 | 0.6133 | — | |
| DSMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.6114 | — | |
| CLAM-MBFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.608 | 0.018 | |
| AttnMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6042 | — | |
| CLAM-MBFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.603 | 0.026 | |
| Mean-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.602 | 0.045 | |
| DTFD-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.602 | — | |
| MeanMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.6013 | — | |
| DSMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5979 | — | |
| MambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.5952 | — | |
| S4-MILEvaluation Protocol=5-fold cross-validation2024.12 | 0.5945 | — | |
| SRMambaMILEvaluation Protocol=5-fold cross-validation2024.12 | 0.5876 | — | |
| CLAMEvaluation Protocol=5-fold cross-validation2024.12 | 0.5874 | — | |
| MaxMILWSI=true, Genomic=false, Report=false, Prognostic background knowledge=false2025.12 | 0.5796 | — | |
| ABMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.57 | 0.066 | |
| Max-PoolingFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.565 | 0.076 | |
| DSMILFeature Extractor=PLIP, Validation Protocol=5-fold CV2024.03 | 0.565 | 0.074 | |
| Max-PoolingFeature Extractor=ResNet-50, Validation Protocol=5-fold CV2024.03 | 0.553 | 0.085 |